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# coding=utf-8
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
import datetime
import uuid
from dateutil.tz import tzutc
import pytest
import functools
from azure.core.exceptions import ResourceNotFoundError
from azure.ai.metricsadvisor.models import (
SqlServerDataFeedSource,
AzureTableDataFeedSource,
AzureBlobDataFeedSource,
AzureCosmosDbDataFeedSource,
DataFeedMetric,
DataFeedDimension,
DataFeedSchema,
DataFeedIngestionSettings,
DataFeedGranularity,
DataFeedMissingDataPointFillSettings,
DataFeedRollupSettings,
AzureApplicationInsightsDataFeedSource,
AzureDataExplorerDataFeedSource,
InfluxDbDataFeedSource,
AzureDataLakeStorageGen2DataFeedSource,
MongoDbDataFeedSource,
MySqlDataFeedSource,
PostgreSqlDataFeedSource,
)
from devtools_testutils import recorded_by_proxy
from azure.ai.metricsadvisor import MetricsAdvisorAdministrationClient
from base_testcase import TestMetricsAdvisorClientBase, MetricsAdvisorClientPreparer, CREDENTIALS, ids, API_KEY
MetricsAdvisorPreparer = functools.partial(MetricsAdvisorClientPreparer, MetricsAdvisorAdministrationClient)
class TestMetricsAdvisorAdministrationClient(TestMetricsAdvisorClientBase):
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_simple_data_feed(self, client, variables):
data_feed_name = self.create_random_name("testfeeds")
if self.is_live:
variables["data_feed_name"] = data_feed_name
try:
data_feed = client.create_data_feed(
variables["data_feed_name"],
source=SqlServerDataFeedSource(
connection_string=self.sql_server_connection_string,
query="select * from adsample2 where Timestamp = @StartTime"
),
granularity="Daily",
schema=["cost", "revenue"],
ingestion_settings=datetime.datetime(2019, 10, 1)
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "SqlServer"
assert data_feed.source.query is not None
assert data_feed.granularity.granularity_type == "Daily"
assert data_feed.schema.metrics[0].name == "cost"
assert data_feed.schema.metrics[1].name == "revenue"
assert data_feed.ingestion_settings.ingestion_begin_time == datetime.datetime(2019, 10, 1, tzinfo=tzutc())
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_from_sql_server(self, client, variables):
data_feed_name = self.create_random_name("testfeed")
if self.is_live:
variables["data_feed_name"] = data_feed_name
try:
data_feed = client.create_data_feed(
variables["data_feed_name"],
source=SqlServerDataFeedSource(
connection_string=self.sql_server_connection_string,
query=u"select * from adsample2 where Timestamp = @StartTime"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost", display_name="display cost", description="the cost"),
DataFeedMetric(name="revenue", display_name="display revenue", description="the revenue")
],
dimensions=[
DataFeedDimension(name="category", display_name="display category"),
DataFeedDimension(name="city", display_name="display city")
],
timestamp_column="Timestamp"
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
data_source_request_concurrency=0,
ingestion_retry_delay=-1,
ingestion_start_offset=-1,
stop_retry_after=-1,
),
admins=["yournamehere@microsoft.com"],
data_feed_description="my first data feed",
missing_data_point_fill_settings=DataFeedMissingDataPointFillSettings(
fill_type="SmartFilling"
),
rollup_settings=DataFeedRollupSettings(
rollup_type="NoRollup",
rollup_method="None",
),
viewers=["viewers"],
access_mode="Private",
action_link_template="action link template"
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "SqlServer"
assert data_feed.source.query is not None
assert data_feed.granularity.granularity_type == "Daily"
assert data_feed.granularity.custom_granularity_value is None
assert data_feed.schema.metrics[0].name == "cost"
assert data_feed.schema.metrics[1].name == "revenue"
assert data_feed.schema.metrics[0].display_name == "display cost"
assert data_feed.schema.metrics[1].display_name == "display revenue"
assert data_feed.schema.metrics[0].description == "the cost"
assert data_feed.schema.metrics[1].description == "the revenue"
assert data_feed.schema.dimensions[0].name == "category"
assert data_feed.schema.dimensions[1].name == "city"
assert data_feed.schema.dimensions[0].display_name == "display category"
assert data_feed.schema.dimensions[1].display_name == "display city"
assert data_feed.ingestion_settings.ingestion_begin_time == datetime.datetime(2019, 10, 1, tzinfo=tzutc())
assert data_feed.ingestion_settings.data_source_request_concurrency == 0
assert data_feed.ingestion_settings.ingestion_retry_delay == -1
assert data_feed.ingestion_settings.ingestion_start_offset == -1
assert data_feed.ingestion_settings.stop_retry_after == -1
assert "yournamehere@microsoft.com" in data_feed.admins
assert data_feed.data_feed_description == "my first data feed"
assert data_feed.missing_data_point_fill_settings.fill_type == "SmartFilling"
assert data_feed.rollup_settings.rollup_type == "NoRollup"
assert data_feed.rollup_settings.rollup_method == "None"
assert data_feed.viewers == ["viewers"]
assert data_feed.access_mode == "Private"
assert data_feed.action_link_template == "action link template"
assert data_feed.status == "Active"
assert data_feed.is_admin
assert data_feed.metric_ids is not None
finally:
self.clean_up(client.delete_data_feed, variables)
with pytest.raises(ResourceNotFoundError):
client.get_data_feed(variables["data_feed_id"])
return variables
@pytest.mark.skip("skip test")
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_from_sql_server_with_custom_values(self, client, variables):
data_feed_name = self.create_random_name("testfeed")
if self.is_live:
variables["data_feed_name"] = data_feed_name
try:
data_feed = client.create_data_feed(
variables["data_feed_name"],
source=SqlServerDataFeedSource(
connection_string=self.sql_server_connection_string,
query=u"select * from adsample2 where Timestamp = @StartTime"
),
granularity=DataFeedGranularity(
granularity_type="Custom",
custom_granularity_value=400
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost", display_name="display cost", description="the cost"),
DataFeedMetric(name="revenue", display_name="display revenue", description="the revenue")
],
dimensions=[
DataFeedDimension(name="category", display_name="display category"),
DataFeedDimension(name="city", display_name="display city")
],
timestamp_column="Timestamp"
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
data_source_request_concurrency=0,
ingestion_retry_delay=-1,
ingestion_start_offset=-1,
stop_retry_after=-1,
),
admins=["yournamehere@microsoft.com"],
data_feed_description="my first data feed",
missing_data_point_fill_settings=DataFeedMissingDataPointFillSettings(
fill_type="CustomValue",
custom_fill_value=10
),
rollup_settings=DataFeedRollupSettings(
rollup_type="AlreadyRollup",
rollup_method="Sum",
rollup_identification_value="sumrollup"
),
viewers=["viewers"],
access_mode="Private",
action_link_template="action link template"
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "SqlServer"
assert data_feed.source.query is not None
assert data_feed.granularity.granularity_type == "Custom"
assert data_feed.granularity.custom_granularity_value == 400
assert data_feed.schema.metrics[0].name == "cost"
assert data_feed.schema.metrics[1].name == "revenue"
assert data_feed.schema.metrics[0].display_name == "display cost"
assert data_feed.schema.metrics[1].display_name == "display revenue"
assert data_feed.schema.metrics[0].description == "the cost"
assert data_feed.schema.metrics[1].description == "the revenue"
assert data_feed.schema.dimensions[0].name == "category"
assert data_feed.schema.dimensions[1].name == "city"
assert data_feed.schema.dimensions[0].display_name == "display category"
assert data_feed.schema.dimensions[1].display_name == "display city"
assert data_feed.ingestion_settings.ingestion_begin_time == datetime.datetime(2019, 10, 1, tzinfo=tzutc())
assert data_feed.ingestion_settings.data_source_request_concurrency == 0
assert data_feed.ingestion_settings.ingestion_retry_delay == -1
assert data_feed.ingestion_settings.ingestion_start_offset == -1
assert data_feed.ingestion_settings.stop_retry_after == -1
assert "yournamehere@microsoft.com" in data_feed.admins
assert data_feed.data_feed_description == "my first data feed"
assert data_feed.missing_data_point_fill_settings.fill_type == "CustomValue"
assert data_feed.missing_data_point_fill_settings.custom_fill_value == 10
assert data_feed.rollup_settings.rollup_type == "AlreadyRollup"
assert data_feed.rollup_settings.rollup_method == "Sum"
assert data_feed.rollup_settings.rollup_identification_value == "sumrollup"
assert data_feed.viewers == ["viewers"]
assert data_feed.access_mode == "Private"
assert data_feed.action_link_template == "action link template"
assert data_feed.status == "Active"
assert data_feed.is_admin
assert data_feed.metric_ids is not None
finally:
self.clean_up(client.delete_data_feed, variables)
with pytest.raises(ResourceNotFoundError):
client.get_data_feed(variables["data_feed_id"])
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_azure_table(self, client, variables):
name = self.create_random_name("tablefeed")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureTableDataFeedSource(
connection_string="azure_table_connection_string",
query="PartitionKey ge '@StartTime' and PartitionKey lt '@EndTime'",
table="adsample"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureTable"
assert data_feed.source.table == "adsample"
assert data_feed.source.query == "PartitionKey ge '@StartTime' and PartitionKey lt '@EndTime'"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_azure_blob(self, client, variables):
name = self.create_random_name("blobfeed")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureBlobDataFeedSource(
connection_string="azure_blob_connection_string",
container="adsample",
blob_template="%Y/%m/%d/%h/JsonFormatV2.json"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureBlob"
assert data_feed.source.container == "adsample"
assert data_feed.source.blob_template == "%Y/%m/%d/%h/JsonFormatV2.json"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_azure_cosmos_db(self, client, variables):
name = self.create_random_name("cosmosfeed")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureCosmosDbDataFeedSource(
connection_string="azure_cosmosdb_connection_string",
sql_query="'SELECT * FROM Items I where I.Timestamp >= @StartTime and I.Timestamp < @EndTime'",
database="adsample",
collection_id="adsample"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 10, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureCosmosDB"
assert data_feed.source.database == "adsample"
assert data_feed.source.collection_id == "adsample"
assert data_feed.source.sql_query == "'SELECT * FROM Items I where I.Timestamp >= @StartTime and I.Timestamp < @EndTime'"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_application_insights(self, client, variables):
name = self.create_random_name("applicationinsights")
if self.is_live:
variables["data_feed_name"] = name
try:
query = "let gran=60m; let starttime=datetime(@StartTime); let endtime=starttime + gran; requests | " \
"where timestamp >= starttime and timestamp < endtime | summarize request_count = count(), " \
"duration_avg_ms = avg(duration), duration_95th_ms = percentile(duration, 95), " \
"duration_max_ms = max(duration) by resultCode"
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureApplicationInsightsDataFeedSource(
azure_cloud="Azure",
application_id="3706fe8b-98f1-47c7-bf69-b73b6e53274d",
api_key="application_insights_api_key",
query=query
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2021, 7, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureApplicationInsights"
assert data_feed.source.application_id == "3706fe8b-98f1-47c7-bf69-b73b6e53274d"
assert data_feed.source.query is not None
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_data_explorer(self, client, variables):
name = self.create_random_name("azuredataexplorer")
if self.is_live:
variables["data_feed_name"] = name
try:
query = "let StartDateTime = datetime(@StartTime); let EndDateTime = StartDateTime + 1d; " \
"adsample | where Timestamp >= StartDateTime and Timestamp < EndDateTime"
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureDataExplorerDataFeedSource(
connection_string="azure_data_explorer_connection_string",
query=query
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureDataExplorer"
assert data_feed.source.query == query
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_influxdb(self, client, variables):
name = self.create_random_name("influxdb")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=InfluxDbDataFeedSource(
connection_string="influxdb_connection_string",
database="adsample",
user_name="adreadonly",
password="influxdb_password",
query="'select * from adsample2 where Timestamp = @StartTime'"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "InfluxDB"
assert data_feed.source.query is not None
assert data_feed.source.database == "adsample"
assert data_feed.source.user_name == "adreadonly"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_datalake(self, client, variables):
name = self.create_random_name("datalake")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=AzureDataLakeStorageGen2DataFeedSource(
account_name="adsampledatalakegen2",
account_key="azure_datalake_account_key",
file_system_name="adsample",
directory_template="%Y/%m/%d",
file_template="adsample.json"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost", display_name="Cost"),
DataFeedMetric(name="revenue", display_name="Revenue")
],
dimensions=[
DataFeedDimension(name="category", display_name="Category"),
DataFeedDimension(name="city", display_name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "AzureDataLakeStorageGen2"
assert data_feed.source.account_name == "adsampledatalakegen2"
assert data_feed.source.file_system_name == "adsample"
assert data_feed.source.directory_template == "%Y/%m/%d"
assert data_feed.source.file_template == "adsample.json"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_mongodb(self, client, variables):
name = self.create_random_name("mongodb")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=MongoDbDataFeedSource(
connection_string="mongodb_connection_string",
database="adsample",
command='{"find": "adsample", "filter": { Timestamp: { $eq: @StartTime }} "batchSize": 2000,}'
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "MongoDB"
assert data_feed.source.database == "adsample"
assert data_feed.source.command, '{"find": "adsample", "filter": { Timestamp: { $eq: @StartTime }} "batchSize": 2000 == }'
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_mysql(self, client, variables):
name = self.create_random_name("mysql")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=MySqlDataFeedSource(
connection_string="mysql_connection_string",
query="'select * from adsample2 where Timestamp = @StartTime'"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "MySql"
assert data_feed.source.query == "'select * from adsample2 where Timestamp = @StartTime'"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_create_data_feed_with_postgresql(self, client, variables):
name = self.create_random_name("postgresql")
if self.is_live:
variables["data_feed_name"] = name
try:
data_feed = client.create_data_feed(
name=variables["data_feed_name"],
source=PostgreSqlDataFeedSource(
connection_string="postgresql_connection_string",
query="'select * from adsample2 where Timestamp = @StartTime'"
),
granularity=DataFeedGranularity(
granularity_type="Daily",
),
schema=DataFeedSchema(
metrics=[
DataFeedMetric(name="cost"),
DataFeedMetric(name="revenue")
],
dimensions=[
DataFeedDimension(name="category"),
DataFeedDimension(name="city")
],
),
ingestion_settings=DataFeedIngestionSettings(
ingestion_begin_time=datetime.datetime(2019, 1, 1),
),
)
if self.is_live:
variables["data_feed_id"] = data_feed.id
assert data_feed.id is not None
assert data_feed.created_time is not None
assert data_feed.name is not None
assert data_feed.source.data_source_type == "PostgreSql"
assert data_feed.source.query == "'select * from adsample2 where Timestamp = @StartTime'"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds(self, client):
feeds = client.list_data_feeds()
assert len(list(feeds)) > 0
@pytest.mark.parametrize("credential", API_KEY, ids=ids) # API key only. AAD doesn't find any data feeds
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds_with_data_feed_name(self, client):
feeds = client.list_data_feeds(data_feed_name="azBlobDataFeed")
feed_list = list(feeds)
assert len(feed_list) == 1
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds_with_skip(self, client):
all_feeds = client.list_data_feeds()
skipped_feeds = client.list_data_feeds(skip=10)
all_feeds_list = list(all_feeds)
skipped_feeds_list = list(skipped_feeds)
assert len(all_feeds_list) > len(skipped_feeds_list)
@pytest.mark.parametrize("credential", API_KEY, ids=ids) # API key only. AAD doesn't find any data feeds
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds_with_status(self, client):
feeds = client.list_data_feeds(status="Active")
assert len(list(feeds)) > 0
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds_with_source_type(self, client):
feeds = client.list_data_feeds(data_source_type="SqlServer")
assert len(list(feeds)) > 0
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer()
@recorded_by_proxy
def test_list_data_feeds_with_granularity_type(self, client):
feeds = client.list_data_feeds(granularity_type="Daily")
assert len(list(feeds)) > 0
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer(data_feed=True)
@recorded_by_proxy
def test_update_data_feed_with_model(self, client, variables):
data_feed = client.get_data_feed(variables["data_feed_id"])
try:
update_name = "update" + str(uuid.uuid4())
if self.is_live:
variables["data_feed_updated_name"] = update_name
data_feed.name = variables["data_feed_updated_name"]
data_feed.data_feed_description = "updated"
data_feed.schema.timestamp_column = "time"
data_feed.ingestion_settings.ingestion_begin_time = datetime.datetime(2021, 12, 10)
data_feed.ingestion_settings.ingestion_start_offset = 1
data_feed.ingestion_settings.data_source_request_concurrency = 1
data_feed.ingestion_settings.ingestion_retry_delay = 120
data_feed.ingestion_settings.stop_retry_after = 1
data_feed.rollup_settings.rollup_type = "AlreadyRollup"
data_feed.rollup_settings.rollup_method = "Sum"
data_feed.rollup_settings.rollup_identification_value = "sumrollup"
data_feed.rollup_settings.auto_rollup_group_by_column_names = []
data_feed.missing_data_point_fill_settings.fill_type = "CustomValue"
data_feed.missing_data_point_fill_settings.custom_fill_value = 2
data_feed.access_mode = "Public"
data_feed.viewers = ["updated"]
data_feed.status = "Paused"
data_feed.action_link_template = "updated"
data_feed.source.connection_string = "updated"
data_feed.source.query = "get data"
client.update_data_feed(data_feed)
updated = client.get_data_feed(variables["data_feed_id"])
assert updated.name == variables["data_feed_updated_name"]
assert updated.data_feed_description == "updated"
assert updated.schema.timestamp_column == "time"
assert updated.ingestion_settings.ingestion_begin_time == datetime.datetime(2021, 12, 10, tzinfo=tzutc())
assert updated.ingestion_settings.ingestion_start_offset == 1
assert updated.ingestion_settings.data_source_request_concurrency == 1
assert updated.ingestion_settings.ingestion_retry_delay == 120
assert updated.ingestion_settings.stop_retry_after == 1
assert updated.rollup_settings.rollup_type == "AlreadyRollup"
assert updated.rollup_settings.rollup_method == "Sum"
assert updated.rollup_settings.rollup_identification_value == "sumrollup"
assert updated.missing_data_point_fill_settings.fill_type == "CustomValue"
assert updated.missing_data_point_fill_settings.custom_fill_value == 2
assert updated.access_mode == "Public"
assert updated.viewers == ["updated"]
assert updated.status == "Paused"
assert updated.action_link_template == "updated"
assert updated.source.query == "get data"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer(data_feed=True)
@recorded_by_proxy
def test_update_data_feed_with_kwargs(self, client, variables):
data_feed = client.get_data_feed(variables["data_feed_id"])
try:
update_name = "update" + str(uuid.uuid4())
if self.is_live:
variables["data_feed_updated_name"] = update_name
client.update_data_feed(
data_feed.id,
name=variables["data_feed_updated_name"],
data_feed_description="updated",
timestamp_column="time",
ingestion_begin_time=datetime.datetime(2021, 9, 10),
ingestion_start_offset=1,
data_source_request_concurrency=1,
ingestion_retry_delay=120,
stop_retry_after=1,
rollup_type="AlreadyRollup",
rollup_method="Sum",
rollup_identification_value="sumrollup",
auto_rollup_group_by_column_names=[],
fill_type="CustomValue",
custom_fill_value=2,
access_mode="Public",
viewers=["updated"],
status="Paused",
action_link_template="updated",
source=SqlServerDataFeedSource(
connection_string="updated",
query="get data"
)
)
updated = client.get_data_feed(variables["data_feed_id"])
assert updated.name == variables["data_feed_updated_name"]
assert updated.data_feed_description == "updated"
assert updated.schema.timestamp_column == "time"
assert updated.ingestion_settings.ingestion_begin_time == datetime.datetime(2021, 9, 10, tzinfo=tzutc())
assert updated.ingestion_settings.ingestion_start_offset == 1
assert updated.ingestion_settings.data_source_request_concurrency == 1
assert updated.ingestion_settings.ingestion_retry_delay == 120
assert updated.ingestion_settings.stop_retry_after == 1
assert updated.rollup_settings.rollup_type == "AlreadyRollup"
assert updated.rollup_settings.rollup_method == "Sum"
assert updated.rollup_settings.rollup_identification_value == "sumrollup"
assert updated.missing_data_point_fill_settings.fill_type == "CustomValue"
assert updated.missing_data_point_fill_settings.custom_fill_value == 2
assert updated.access_mode == "Public"
assert updated.viewers == ["updated"]
assert updated.status == "Paused"
assert updated.action_link_template == "updated"
assert updated.source.query == "get data"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer(data_feed=True)
@recorded_by_proxy
def test_update_data_feed_with_model_and_kwargs(self, client, variables):
data_feed = client.get_data_feed(variables["data_feed_id"])
try:
update_name = "update" + str(uuid.uuid4())
if self.is_live:
variables["data_feed_updated_name"] = update_name
data_feed.name = variables["data_feed_updated_name"]
data_feed.data_feed_description = "updateMe"
data_feed.schema.timestamp_column = "don't update me"
data_feed.ingestion_settings.ingestion_begin_time = datetime.datetime(2021, 9, 22)
data_feed.ingestion_settings.ingestion_start_offset = 2
data_feed.ingestion_settings.data_source_request_concurrency = 2
data_feed.ingestion_settings.ingestion_retry_delay = 2
data_feed.ingestion_settings.stop_retry_after = 2
data_feed.rollup_settings.rollup_type = "don't update me"
data_feed.rollup_settings.rollup_method = "don't update me"
data_feed.rollup_settings.rollup_identification_value = "don't update me"
data_feed.rollup_settings.auto_rollup_group_by_column_names = []
data_feed.missing_data_point_fill_settings.fill_type = "don't update me"
data_feed.missing_data_point_fill_settings.custom_fill_value = 4
data_feed.access_mode = "don't update me"
data_feed.viewers = ["don't update me"]
data_feed.status = "don't update me"
data_feed.action_link_template = "don't update me"
data_feed.source.connection_string = "don't update me"
data_feed.source.query = "don't update me"
client.update_data_feed(
data_feed,
timestamp_column="time",
ingestion_begin_time=datetime.datetime(2021, 9, 10),
ingestion_start_offset=1,
data_source_request_concurrency=1,
ingestion_retry_delay=120,
stop_retry_after=1,
rollup_type="AlreadyRollup",
rollup_method="Sum",
rollup_identification_value="sumrollup",
auto_rollup_group_by_column_names=[],
fill_type="CustomValue",
custom_fill_value=2,
access_mode="Public",
viewers=["updated"],
status="Paused",
action_link_template="updated",
source=SqlServerDataFeedSource(
connection_string="updated",
query="get data"
)
)
updated = client.get_data_feed(variables["data_feed_id"])
assert updated.name == variables["data_feed_updated_name"]
assert updated.data_feed_description == "updateMe"
assert updated.schema.timestamp_column == "time"
assert updated.ingestion_settings.ingestion_begin_time == datetime.datetime(2021, 9, 10, tzinfo=tzutc())
assert updated.ingestion_settings.ingestion_start_offset == 1
assert updated.ingestion_settings.data_source_request_concurrency == 1
assert updated.ingestion_settings.ingestion_retry_delay == 120
assert updated.ingestion_settings.stop_retry_after == 1
assert updated.rollup_settings.rollup_type == "AlreadyRollup"
assert updated.rollup_settings.rollup_method == "Sum"
assert updated.rollup_settings.rollup_identification_value == "sumrollup"
assert updated.missing_data_point_fill_settings.fill_type == "CustomValue"
assert updated.missing_data_point_fill_settings.custom_fill_value == 2
assert updated.access_mode == "Public"
assert updated.viewers == ["updated"]
assert updated.status == "Paused"
assert updated.action_link_template == "updated"
assert updated.source.query == "get data"
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
@pytest.mark.skip("skip test")
@pytest.mark.parametrize("credential", CREDENTIALS, ids=ids)
@MetricsAdvisorPreparer(data_feed=True)
@recorded_by_proxy
def test_update_data_feed_by_reseting_properties(self, client, variables):
data_feed = client.get_data_feed(variables["data_feed_id"])
try:
update_name = "update" + str(uuid.uuid4())
if self.is_live:
variables["data_feed_updated_name"] = update_name
client.update_data_feed(
data_feed.id,
name=variables["data_feed_updated_name"],
data_feed_description=None,
timestamp_column=None,
ingestion_start_offset=None,
data_source_request_concurrency=None,
ingestion_retry_delay=None,
stop_retry_after=None,
rollup_type=None,
rollup_method=None,
rollup_identification_value=None,
auto_rollup_group_by_column_names=None,
fill_type=None,
custom_fill_value=None,
access_mode=None,
viewers=None,
status=None,
action_link_template=None,
)
updated = client.get_data_feed(variables["data_feed_id"])
assert updated.name == variables["data_feed_updated_name"]
# assert updated.data_feed_description == "" # doesn't currently clear
# assert updated.schema.timestamp_column == "" # doesn't currently clear
assert updated.ingestion_settings.ingestion_begin_time == datetime.datetime(2019, 10, 1, tzinfo=tzutc())
assert updated.ingestion_settings.ingestion_start_offset == -1
assert updated.ingestion_settings.data_source_request_concurrency == 0
assert updated.ingestion_settings.ingestion_retry_delay == -1
assert updated.ingestion_settings.stop_retry_after == -1
assert updated.rollup_settings.rollup_type == "NoRollup"
assert updated.rollup_settings.rollup_method == "None"
assert updated.rollup_settings.rollup_identification_value is None
assert updated.missing_data_point_fill_settings.fill_type == "SmartFilling"
assert updated.missing_data_point_fill_settings.custom_fill_value == 0
assert updated.access_mode == "Private"
# assert updated.viewers == ["viewers"] # doesn't currently clear
assert updated.status == "Active"
# assert updated.action_link_template == "updated" # doesn't currently clear
finally:
self.clean_up(client.delete_data_feed, variables)
return variables
|